Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

In [ ]:
# can comment out after executing
!unzip processed_celeba_small.zip

Archive:  processed_celeba_small.zip
   creating: processed_celeba_small/
  inflating: processed_celeba_small/.DS_Store  
   creating: __MACOSX/
   creating: __MACOSX/processed_celeba_small/
  inflating: __MACOSX/processed_celeba_small/._.DS_Store  
   creating: processed_celeba_small/celeba/
  inflating: processed_celeba_small/celeba/.DS_Store  
   creating: __MACOSX/processed_celeba_small/celeba/
  inflating: __MACOSX/processed_celeba_small/celeba/._.DS_Store  
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In [123]:
data_dir = 'processed_celeba_small/'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

  • Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
  • Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

In [124]:
# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms
from torch.utils.data import DataLoader
In [126]:
def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # TODO: Implement function and return a dataloader
    transform=transforms.Compose([transforms.Resize(image_size),
                                #transforms.CenterCrop(image_size),
                                transforms.ToTensor()])
    
    dataset=datasets.ImageFolder(data_dir,transform=transform)
    dataloader=DataLoader(dataset,batch_size=batch_size,shuffle=True)
    
    return dataloader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

  • You can decide on any reasonable batch_size parameter
  • Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!
In [127]:
# Define function hyperparameters
batch_size = 64
img_size = 32

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, you can view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

In [128]:
# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

In [129]:
# TODO: Complete the scale function
def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min,max=feature_range
    x=x*(max-min)+min
    
    return x
In [130]:
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9922)
Max:  tensor(0.4980)

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

  • The inputs to the discriminator are 32x32x3 tensor images
  • The output should be a single value that will indicate whether a given image is real or fake
In [131]:
import torch.nn as nn
import torch.nn.functional as F
In [132]:
class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()

        # complete init function
        self.conv_dim = conv_dim
        self.conv1=nn.Conv2d(3,conv_dim,kernel_size=4, stride=2, padding=1, bias=False)  #out:16*16*64
        self.batch_norm1 = nn.BatchNorm2d(conv_dim)
        self.conv2=nn.Conv2d(conv_dim,conv_dim*2,kernel_size=4, stride=2, padding=1, bias=False)  #out:8*8*128
        self.batch_norm2 = nn.BatchNorm2d(conv_dim*2)
        self.conv3=nn.Conv2d(conv_dim*2,conv_dim*4,kernel_size=4, stride=2, padding=1, bias=False)  #out:4*4*256
        self.batch_norm3 = nn.BatchNorm2d(conv_dim*4)
        self.conv4=nn.Conv2d(conv_dim*4,conv_dim*8,kernel_size=4, stride=2, padding=1, bias=False)  #out:2*2*512
         
     
          
         
         
        self.fc=nn.Linear(conv_dim*8*2*2,1)
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        x=F.leaky_relu(self.batch_norm1(self.conv1(x)),0.2)
        x=F.leaky_relu(self.batch_norm2(self.conv2(x)),0.2)
        x=F.leaky_relu(self.batch_norm3(self.conv3(x)),0.2)
        x=self.conv4(x) 
         
        x=x.view(-1,self.conv_dim*8*2*2)
        x=F.sigmoid(self.fc(x))
        
        return x


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

  • The inputs to the generator are vectors of some length z_size
  • The output should be a image of shape 32x32x3
In [133]:
# helper deconv function
def deconv(in_channels, out_channels, kernel_size, stride=2, padding=1, batch_norm=True):
    """Creates a transposed-convolutional layer, with optional batch normalization.
    """
    ## TODO: Complete this function
    ## create a sequence of transpose + optional batch norm layers
     
    layers = []
    deconv_layer = nn.ConvTranspose2d(in_channels, out_channels, 
                           kernel_size, stride, padding, bias=False)
    
    # append conv layer
    layers.append(deconv_layer)

    if batch_norm:
        # append batchnorm layer
        layers.append(nn.BatchNorm2d(out_channels))
        
    return nn.Sequential(*layers)
In [134]:
class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()

        # complete init function
        self.conv_dim=conv_dim
        self.fc=nn.Linear(z_size,conv_dim*4*4*4)
        self.dconv1=deconv(conv_dim*4,conv_dim*2,4,batch_norm=True)
        self.dconv2=deconv(conv_dim*2,conv_dim,4,batch_norm=True)
        self.dconv3=deconv(conv_dim,3,4,batch_norm=False)
         
        

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        x=self.fc(x)
        x=x.view(-1,self.conv_dim*4,4,4)
        x=F.relu(self.dconv1(x))
        x=F.relu(self.dconv2(x))
        x=F.tanh(self.dconv3(x))
 
        
        return x

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(Generator)

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

  • This should initialize only convolutional and linear layers
  • Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
  • The bias terms, if they exist, may be left alone or set to 0.
In [135]:
def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # TODO: Apply initial weights to convolutional and linear layers
    if classname.find('Conv') == 1 or classname.find('Linear') == 1:
        nn.init.normal_(m.weight.data, 0, 0.02)
    if hasattr(m, 'bias') and m.bias is not None:
        m.bias.data.fill_(0)

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

In [136]:
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

In [137]:
# Define model hyperparams
d_conv_dim = 64
g_conv_dim = 64
z_size = 100

"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Conv2d(3, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  (batch_norm1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (conv2): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  (batch_norm2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (conv3): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  (batch_norm3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  (conv4): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  (fc): Linear(in_features=2048, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=4096, bias=True)
  (dconv1): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (dconv2): Sequential(
    (0): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (dconv3): Sequential(
    (0): ConvTranspose2d(64, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Here, we'll set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

  • Models,
  • Model inputs, and
  • Loss function arguments

Are moved to GPU, where appropriate.

In [138]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

  • For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
  • Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

In [139]:
def real_loss(D_out,smooth=True):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    if smooth:
        # smooth, real labels = 0.9
        labels = torch.ones(batch_size)*0.9
    else:
        labels = torch.ones(batch_size)
     
    if train_on_gpu:
        labels = labels.cuda()
    # binary cross entropy with logits loss
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
     
    return loss

def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size) # fake labels = 0
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    # calculate loss
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

In [140]:
import torch.optim as optim
lr=0.0005
beta1=.3
beta2=.999
# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

  • You should train the discriminator by alternating on real and fake images
  • Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

You've been given some code to print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

In [141]:
def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            
            # 1. Train the discriminator on real and fake images
            d_optimizer.zero_grad()
            if train_on_gpu:
                real_images = real_images.cuda()
        
            D_real = D(real_images)
            d_real_loss =  real_loss(D_real)
            
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            # move x to GPU, if available
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator losses on fake images            
            D_fake = D(fake_images)
            d_fake_loss = fake_loss(D_fake)

            # add up loss and perform backprop
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()
             

            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            # Generate fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)

            # Compute the discriminator losses on fake images 
            # using flipped labels!
            D_fake = D(fake_images)
            g_loss = real_loss(D_fake) # use real loss to flip labels

            # perform backprop
            g_loss.backward()
            g_optimizer.step()

         
            
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

In [142]:
# set number of epochs 
n_epochs = 10


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/   10] | d_loss: 1.5041 | g_loss: 0.6717
Epoch [    1/   10] | d_loss: 1.1075 | g_loss: 0.6931
Epoch [    1/   10] | d_loss: 1.1064 | g_loss: 0.6931
Epoch [    1/   10] | d_loss: 1.1065 | g_loss: 0.6837
Epoch [    1/   10] | d_loss: 1.4682 | g_loss: 0.6076
Epoch [    1/   10] | d_loss: 1.3034 | g_loss: 0.6130
Epoch [    1/   10] | d_loss: 1.3294 | g_loss: 0.6931
Epoch [    1/   10] | d_loss: 1.3829 | g_loss: 0.6931
Epoch [    1/   10] | d_loss: 1.2532 | g_loss: 0.6740
Epoch [    1/   10] | d_loss: 1.3433 | g_loss: 0.6925
Epoch [    1/   10] | d_loss: 1.4393 | g_loss: 0.6607
Epoch [    1/   10] | d_loss: 1.2924 | g_loss: 0.6238
Epoch [    1/   10] | d_loss: 1.3741 | g_loss: 0.6931
Epoch [    1/   10] | d_loss: 1.3687 | g_loss: 0.6928
Epoch [    1/   10] | d_loss: 1.2780 | g_loss: 0.6864
Epoch [    1/   10] | d_loss: 1.4213 | g_loss: 0.6862
Epoch [    1/   10] | d_loss: 1.3448 | g_loss: 0.6105
Epoch [    1/   10] | d_loss: 1.3646 | g_loss: 0.6929
Epoch [    1/   10] | d_loss: 1.2861 | g_loss: 0.6172
Epoch [    1/   10] | d_loss: 1.3529 | g_loss: 0.6883
Epoch [    1/   10] | d_loss: 1.3449 | g_loss: 0.6777
Epoch [    1/   10] | d_loss: 1.3791 | g_loss: 0.6929
Epoch [    1/   10] | d_loss: 1.4785 | g_loss: 0.6923
Epoch [    1/   10] | d_loss: 1.2988 | g_loss: 0.6859
Epoch [    1/   10] | d_loss: 1.3428 | g_loss: 0.6781
Epoch [    1/   10] | d_loss: 1.3874 | g_loss: 0.6904
Epoch [    1/   10] | d_loss: 1.3802 | g_loss: 0.6506
Epoch [    1/   10] | d_loss: 1.3422 | g_loss: 0.6531
Epoch [    1/   10] | d_loss: 1.3452 | g_loss: 0.6853
Epoch [    2/   10] | d_loss: 1.4062 | g_loss: 0.6575
Epoch [    2/   10] | d_loss: 1.3090 | g_loss: 0.6404
Epoch [    2/   10] | d_loss: 1.3499 | g_loss: 0.6864
Epoch [    2/   10] | d_loss: 1.3786 | g_loss: 0.6928
Epoch [    2/   10] | d_loss: 1.4446 | g_loss: 0.6907
Epoch [    2/   10] | d_loss: 1.3025 | g_loss: 0.6896
Epoch [    2/   10] | d_loss: 1.3464 | g_loss: 0.6881
Epoch [    2/   10] | d_loss: 1.3301 | g_loss: 0.6464
Epoch [    2/   10] | d_loss: 1.3611 | g_loss: 0.6883
Epoch [    2/   10] | d_loss: 1.2941 | g_loss: 0.6922
Epoch [    2/   10] | d_loss: 1.3403 | g_loss: 0.6774
Epoch [    2/   10] | d_loss: 1.2751 | g_loss: 0.6735
Epoch [    2/   10] | d_loss: 1.3254 | g_loss: 0.6398
Epoch [    2/   10] | d_loss: 1.3357 | g_loss: 0.6899
Epoch [    2/   10] | d_loss: 1.3689 | g_loss: 0.6850
Epoch [    2/   10] | d_loss: 1.3682 | g_loss: 0.6922
Epoch [    2/   10] | d_loss: 1.2946 | g_loss: 0.6854
Epoch [    2/   10] | d_loss: 1.3885 | g_loss: 0.6930
Epoch [    2/   10] | d_loss: 1.3803 | g_loss: 0.6930
Epoch [    2/   10] | d_loss: 1.4992 | g_loss: 0.6897
Epoch [    2/   10] | d_loss: 1.3254 | g_loss: 0.6404
Epoch [    2/   10] | d_loss: 1.3351 | g_loss: 0.5943
Epoch [    2/   10] | d_loss: 1.3510 | g_loss: 0.6887
Epoch [    2/   10] | d_loss: 1.2927 | g_loss: 0.6931
Epoch [    2/   10] | d_loss: 1.2929 | g_loss: 0.6674
Epoch [    2/   10] | d_loss: 1.2644 | g_loss: 0.6375
Epoch [    2/   10] | d_loss: 1.2752 | g_loss: 0.6901
Epoch [    2/   10] | d_loss: 1.2068 | g_loss: 0.6576
Epoch [    2/   10] | d_loss: 1.2759 | g_loss: 0.6730
Epoch [    3/   10] | d_loss: 1.3238 | g_loss: 0.6856
Epoch [    3/   10] | d_loss: 1.2445 | g_loss: 0.6869
Epoch [    3/   10] | d_loss: 1.2023 | g_loss: 0.6723
Epoch [    3/   10] | d_loss: 1.3822 | g_loss: 0.6905
Epoch [    3/   10] | d_loss: 1.3549 | g_loss: 0.6814
Epoch [    3/   10] | d_loss: 1.3258 | g_loss: 0.6905
Epoch [    3/   10] | d_loss: 1.2558 | g_loss: 0.6644
Epoch [    3/   10] | d_loss: 1.2563 | g_loss: 0.6925
Epoch [    3/   10] | d_loss: 1.2884 | g_loss: 0.6925
Epoch [    3/   10] | d_loss: 1.4026 | g_loss: 0.6875
Epoch [    3/   10] | d_loss: 1.3399 | g_loss: 0.6787
Epoch [    3/   10] | d_loss: 1.2604 | g_loss: 0.6630
Epoch [    3/   10] | d_loss: 1.3225 | g_loss: 0.6810
Epoch [    3/   10] | d_loss: 1.3003 | g_loss: 0.6770
Epoch [    3/   10] | d_loss: 1.3816 | g_loss: 0.6931
Epoch [    3/   10] | d_loss: 1.3356 | g_loss: 0.6928
Epoch [    3/   10] | d_loss: 1.3739 | g_loss: 0.6930
Epoch [    3/   10] | d_loss: 1.2896 | g_loss: 0.6555
Epoch [    3/   10] | d_loss: 1.3282 | g_loss: 0.6805
Epoch [    3/   10] | d_loss: 1.2847 | g_loss: 0.6509
Epoch [    3/   10] | d_loss: 1.3401 | g_loss: 0.6903
Epoch [    3/   10] | d_loss: 1.3318 | g_loss: 0.6891
Epoch [    3/   10] | d_loss: 1.2143 | g_loss: 0.6763
Epoch [    3/   10] | d_loss: 1.3512 | g_loss: 0.6879
Epoch [    3/   10] | d_loss: 1.2186 | g_loss: 0.6870
Epoch [    3/   10] | d_loss: 1.2147 | g_loss: 0.5805
Epoch [    3/   10] | d_loss: 1.3851 | g_loss: 0.6930
Epoch [    3/   10] | d_loss: 1.3789 | g_loss: 0.6931
Epoch [    3/   10] | d_loss: 1.1748 | g_loss: 0.6846
Epoch [    4/   10] | d_loss: 1.2502 | g_loss: 0.6784
Epoch [    4/   10] | d_loss: 1.2974 | g_loss: 0.6531
Epoch [    4/   10] | d_loss: 1.2759 | g_loss: 0.6866
Epoch [    4/   10] | d_loss: 1.2482 | g_loss: 0.6765
Epoch [    4/   10] | d_loss: 1.2483 | g_loss: 0.6254
Epoch [    4/   10] | d_loss: 1.1905 | g_loss: 0.6882
Epoch [    4/   10] | d_loss: 1.3389 | g_loss: 0.6802
Epoch [    4/   10] | d_loss: 1.3051 | g_loss: 0.6872
Epoch [    4/   10] | d_loss: 1.3139 | g_loss: 0.6817
Epoch [    4/   10] | d_loss: 1.2821 | g_loss: 0.6174
Epoch [    4/   10] | d_loss: 1.2312 | g_loss: 0.6491
Epoch [    4/   10] | d_loss: 1.2394 | g_loss: 0.6886
Epoch [    4/   10] | d_loss: 1.2557 | g_loss: 0.6924
Epoch [    4/   10] | d_loss: 1.3460 | g_loss: 0.6920
Epoch [    4/   10] | d_loss: 1.2418 | g_loss: 0.6865
Epoch [    4/   10] | d_loss: 1.2321 | g_loss: 0.6802
Epoch [    4/   10] | d_loss: 1.2233 | g_loss: 0.6660
Epoch [    4/   10] | d_loss: 1.3368 | g_loss: 0.6626
Epoch [    4/   10] | d_loss: 1.1920 | g_loss: 0.6859
Epoch [    4/   10] | d_loss: 1.2797 | g_loss: 0.6770
Epoch [    4/   10] | d_loss: 1.3465 | g_loss: 0.6899
Epoch [    4/   10] | d_loss: 1.3657 | g_loss: 0.6931
Epoch [    4/   10] | d_loss: 1.2103 | g_loss: 0.6686
Epoch [    4/   10] | d_loss: 1.2715 | g_loss: 0.6144
Epoch [    4/   10] | d_loss: 1.2289 | g_loss: 0.6931
Epoch [    4/   10] | d_loss: 1.2674 | g_loss: 0.6832
Epoch [    4/   10] | d_loss: 1.1968 | g_loss: 0.6299
Epoch [    4/   10] | d_loss: 1.3408 | g_loss: 0.6931
Epoch [    4/   10] | d_loss: 1.2939 | g_loss: 0.6738
Epoch [    5/   10] | d_loss: 1.3640 | g_loss: 0.6654
Epoch [    5/   10] | d_loss: 1.1933 | g_loss: 0.6741
Epoch [    5/   10] | d_loss: 1.2891 | g_loss: 0.6823
Epoch [    5/   10] | d_loss: 1.2416 | g_loss: 0.6739
Epoch [    5/   10] | d_loss: 1.3647 | g_loss: 0.6931
Epoch [    5/   10] | d_loss: 1.3860 | g_loss: 0.6919
Epoch [    5/   10] | d_loss: 1.2205 | g_loss: 0.6422
Epoch [    5/   10] | d_loss: 1.2446 | g_loss: 0.6603
Epoch [    5/   10] | d_loss: 1.2375 | g_loss: 0.6820
Epoch [    5/   10] | d_loss: 1.2129 | g_loss: 0.6883
Epoch [    5/   10] | d_loss: 1.2486 | g_loss: 0.6698
Epoch [    5/   10] | d_loss: 1.2675 | g_loss: 0.6931
Epoch [    5/   10] | d_loss: 1.3240 | g_loss: 0.6927
Epoch [    5/   10] | d_loss: 1.2649 | g_loss: 0.6391
Epoch [    5/   10] | d_loss: 1.3587 | g_loss: 0.6922
Epoch [    5/   10] | d_loss: 1.3005 | g_loss: 0.6887
Epoch [    5/   10] | d_loss: 1.2778 | g_loss: 0.6773
Epoch [    5/   10] | d_loss: 1.2118 | g_loss: 0.6928
Epoch [    5/   10] | d_loss: 1.4975 | g_loss: 0.6930
Epoch [    5/   10] | d_loss: 1.1795 | g_loss: 0.6843
Epoch [    5/   10] | d_loss: 1.3294 | g_loss: 0.6804
Epoch [    5/   10] | d_loss: 1.2442 | g_loss: 0.6724
Epoch [    5/   10] | d_loss: 1.3841 | g_loss: 0.6931
Epoch [    5/   10] | d_loss: 1.3087 | g_loss: 0.6853
Epoch [    5/   10] | d_loss: 1.2587 | g_loss: 0.6827
Epoch [    5/   10] | d_loss: 1.3736 | g_loss: 0.6882
Epoch [    5/   10] | d_loss: 1.2367 | g_loss: 0.6820
Epoch [    5/   10] | d_loss: 1.2446 | g_loss: 0.6917
Epoch [    5/   10] | d_loss: 1.2538 | g_loss: 0.6885
Epoch [    6/   10] | d_loss: 1.2019 | g_loss: 0.6856
Epoch [    6/   10] | d_loss: 1.3098 | g_loss: 0.6847
Epoch [    6/   10] | d_loss: 1.1942 | g_loss: 0.6904
Epoch [    6/   10] | d_loss: 1.2343 | g_loss: 0.6513
Epoch [    6/   10] | d_loss: 1.2943 | g_loss: 0.6873
Epoch [    6/   10] | d_loss: 1.3263 | g_loss: 0.6914
Epoch [    6/   10] | d_loss: 1.3275 | g_loss: 0.6840
Epoch [    6/   10] | d_loss: 1.3404 | g_loss: 0.6887
Epoch [    6/   10] | d_loss: 1.2715 | g_loss: 0.6681
Epoch [    6/   10] | d_loss: 1.2091 | g_loss: 0.6802
Epoch [    6/   10] | d_loss: 1.2748 | g_loss: 0.6792
Epoch [    6/   10] | d_loss: 1.2311 | g_loss: 0.6912
Epoch [    6/   10] | d_loss: 1.3104 | g_loss: 0.6893
Epoch [    6/   10] | d_loss: 1.1781 | g_loss: 0.6828
Epoch [    6/   10] | d_loss: 1.3495 | g_loss: 0.6837
Epoch [    6/   10] | d_loss: 1.2461 | g_loss: 0.6758
Epoch [    6/   10] | d_loss: 1.3722 | g_loss: 0.6931
Epoch [    6/   10] | d_loss: 1.3498 | g_loss: 0.6720
Epoch [    6/   10] | d_loss: 1.2272 | g_loss: 0.6839
Epoch [    6/   10] | d_loss: 1.2758 | g_loss: 0.6927
Epoch [    6/   10] | d_loss: 1.2190 | g_loss: 0.6893
Epoch [    6/   10] | d_loss: 1.3012 | g_loss: 0.6469
Epoch [    6/   10] | d_loss: 1.2041 | g_loss: 0.6858
Epoch [    6/   10] | d_loss: 1.2237 | g_loss: 0.6801
Epoch [    6/   10] | d_loss: 1.2090 | g_loss: 0.6633
Epoch [    6/   10] | d_loss: 1.2229 | g_loss: 0.6838
Epoch [    6/   10] | d_loss: 1.2128 | g_loss: 0.6488
Epoch [    6/   10] | d_loss: 1.1599 | g_loss: 0.6797
Epoch [    6/   10] | d_loss: 1.3181 | g_loss: 0.6931
Epoch [    7/   10] | d_loss: 1.2693 | g_loss: 0.6831
Epoch [    7/   10] | d_loss: 1.1765 | g_loss: 0.6753
Epoch [    7/   10] | d_loss: 1.2501 | g_loss: 0.6631
Epoch [    7/   10] | d_loss: 1.2366 | g_loss: 0.6546
Epoch [    7/   10] | d_loss: 1.3028 | g_loss: 0.6931
Epoch [    7/   10] | d_loss: 1.2445 | g_loss: 0.6774
Epoch [    7/   10] | d_loss: 1.2001 | g_loss: 0.6743
Epoch [    7/   10] | d_loss: 1.2461 | g_loss: 0.6831
Epoch [    7/   10] | d_loss: 1.3525 | g_loss: 0.6931
Epoch [    7/   10] | d_loss: 1.2988 | g_loss: 0.6917
Epoch [    7/   10] | d_loss: 1.1637 | g_loss: 0.6879
Epoch [    7/   10] | d_loss: 1.3765 | g_loss: 0.6931
Epoch [    7/   10] | d_loss: 1.3065 | g_loss: 0.6538
Epoch [    7/   10] | d_loss: 1.2001 | g_loss: 0.6576
Epoch [    7/   10] | d_loss: 1.3175 | g_loss: 0.6931
Epoch [    7/   10] | d_loss: 1.1852 | g_loss: 0.6778
Epoch [    7/   10] | d_loss: 1.2352 | g_loss: 0.6804
Epoch [    7/   10] | d_loss: 1.2331 | g_loss: 0.6732
Epoch [    7/   10] | d_loss: 1.3498 | g_loss: 0.6861
Epoch [    7/   10] | d_loss: 1.2086 | g_loss: 0.6567
Epoch [    7/   10] | d_loss: 1.1759 | g_loss: 0.6893
Epoch [    7/   10] | d_loss: 1.1708 | g_loss: 0.6833
Epoch [    7/   10] | d_loss: 1.2050 | g_loss: 0.6860
Epoch [    7/   10] | d_loss: 1.1597 | g_loss: 0.6563
Epoch [    7/   10] | d_loss: 1.1673 | g_loss: 0.6828
Epoch [    7/   10] | d_loss: 1.2394 | g_loss: 0.6758
Epoch [    7/   10] | d_loss: 1.2416 | g_loss: 0.6817
Epoch [    7/   10] | d_loss: 1.3068 | g_loss: 0.6888
Epoch [    7/   10] | d_loss: 1.1616 | g_loss: 0.6914
Epoch [    8/   10] | d_loss: 1.3017 | g_loss: 0.6547
Epoch [    8/   10] | d_loss: 1.2076 | g_loss: 0.6888
Epoch [    8/   10] | d_loss: 1.1658 | g_loss: 0.6715
Epoch [    8/   10] | d_loss: 1.1698 | g_loss: 0.6856
Epoch [    8/   10] | d_loss: 1.2655 | g_loss: 0.6652
Epoch [    8/   10] | d_loss: 1.3256 | g_loss: 0.6831
Epoch [    8/   10] | d_loss: 1.2408 | g_loss: 0.6683
Epoch [    8/   10] | d_loss: 1.3600 | g_loss: 0.6931
Epoch [    8/   10] | d_loss: 1.1807 | g_loss: 0.6594
Epoch [    8/   10] | d_loss: 1.2029 | g_loss: 0.6886
Epoch [    8/   10] | d_loss: 1.1984 | g_loss: 0.6928
Epoch [    8/   10] | d_loss: 1.2055 | g_loss: 0.6887
Epoch [    8/   10] | d_loss: 1.1703 | g_loss: 0.6928
Epoch [    8/   10] | d_loss: 1.1949 | g_loss: 0.6931
Epoch [    8/   10] | d_loss: 1.1730 | g_loss: 0.6920
Epoch [    8/   10] | d_loss: 1.2757 | g_loss: 0.6931
Epoch [    8/   10] | d_loss: 1.2280 | g_loss: 0.6815
Epoch [    8/   10] | d_loss: 1.1778 | g_loss: 0.6917
Epoch [    8/   10] | d_loss: 1.1804 | g_loss: 0.6693
Epoch [    8/   10] | d_loss: 1.2048 | g_loss: 0.6459
Epoch [    8/   10] | d_loss: 1.2800 | g_loss: 0.6931
Epoch [    8/   10] | d_loss: 1.4019 | g_loss: 0.6615
Epoch [    8/   10] | d_loss: 1.3257 | g_loss: 0.6844
Epoch [    8/   10] | d_loss: 1.2905 | g_loss: 0.6916
Epoch [    8/   10] | d_loss: 1.2006 | g_loss: 0.6738
Epoch [    8/   10] | d_loss: 1.2541 | g_loss: 0.6931
Epoch [    8/   10] | d_loss: 1.1336 | g_loss: 0.6830
Epoch [    8/   10] | d_loss: 1.2358 | g_loss: 0.6744
Epoch [    8/   10] | d_loss: 1.1980 | g_loss: 0.6298
Epoch [    9/   10] | d_loss: 1.2752 | g_loss: 0.6878
Epoch [    9/   10] | d_loss: 1.1922 | g_loss: 0.6441
Epoch [    9/   10] | d_loss: 1.2717 | g_loss: 0.6923
Epoch [    9/   10] | d_loss: 1.1674 | g_loss: 0.6924
Epoch [    9/   10] | d_loss: 1.2762 | g_loss: 0.6838
Epoch [    9/   10] | d_loss: 1.1729 | g_loss: 0.6668
Epoch [    9/   10] | d_loss: 1.1941 | g_loss: 0.6928
Epoch [    9/   10] | d_loss: 1.3195 | g_loss: 0.6880
Epoch [    9/   10] | d_loss: 1.2181 | g_loss: 0.6096
Epoch [    9/   10] | d_loss: 1.2006 | g_loss: 0.6931
Epoch [    9/   10] | d_loss: 1.1953 | g_loss: 0.6925
Epoch [    9/   10] | d_loss: 1.2252 | g_loss: 0.6447
Epoch [    9/   10] | d_loss: 1.2314 | g_loss: 0.6817
Epoch [    9/   10] | d_loss: 1.3782 | g_loss: 0.6860
Epoch [    9/   10] | d_loss: 1.1938 | g_loss: 0.6600
Epoch [    9/   10] | d_loss: 1.1963 | g_loss: 0.6768
Epoch [    9/   10] | d_loss: 1.1752 | g_loss: 0.6921
Epoch [    9/   10] | d_loss: 1.3237 | g_loss: 0.6931
Epoch [    9/   10] | d_loss: 1.3986 | g_loss: 0.6886
Epoch [    9/   10] | d_loss: 1.1866 | g_loss: 0.6926
Epoch [    9/   10] | d_loss: 1.2695 | g_loss: 0.6931
Epoch [    9/   10] | d_loss: 1.2200 | g_loss: 0.6422
Epoch [    9/   10] | d_loss: 1.1936 | g_loss: 0.6931
Epoch [    9/   10] | d_loss: 1.4324 | g_loss: 0.6910
Epoch [    9/   10] | d_loss: 1.2111 | g_loss: 0.6929
Epoch [    9/   10] | d_loss: 1.1911 | g_loss: 0.6916
Epoch [    9/   10] | d_loss: 1.2185 | g_loss: 0.6622
Epoch [    9/   10] | d_loss: 1.1725 | g_loss: 0.6887
Epoch [    9/   10] | d_loss: 1.2167 | g_loss: 0.6415
Epoch [   10/   10] | d_loss: 1.3641 | g_loss: 0.6927
Epoch [   10/   10] | d_loss: 1.3155 | g_loss: 0.6924
Epoch [   10/   10] | d_loss: 1.2004 | g_loss: 0.6668
Epoch [   10/   10] | d_loss: 1.3649 | g_loss: 0.6818
Epoch [   10/   10] | d_loss: 1.1411 | g_loss: 0.6786
Epoch [   10/   10] | d_loss: 1.1689 | g_loss: 0.6930
Epoch [   10/   10] | d_loss: 1.1252 | g_loss: 0.6772
Epoch [   10/   10] | d_loss: 1.1942 | g_loss: 0.6465
Epoch [   10/   10] | d_loss: 1.2360 | g_loss: 0.6929
Epoch [   10/   10] | d_loss: 1.1711 | g_loss: 0.6890
Epoch [   10/   10] | d_loss: 1.3227 | g_loss: 0.6931
Epoch [   10/   10] | d_loss: 1.2021 | g_loss: 0.6919
Epoch [   10/   10] | d_loss: 1.1917 | g_loss: 0.6876
Epoch [   10/   10] | d_loss: 1.1500 | g_loss: 0.6815
Epoch [   10/   10] | d_loss: 1.2034 | g_loss: 0.6413
Epoch [   10/   10] | d_loss: 1.1467 | g_loss: 0.6676
Epoch [   10/   10] | d_loss: 1.2010 | g_loss: 0.6931
Epoch [   10/   10] | d_loss: 1.2727 | g_loss: 0.6880
Epoch [   10/   10] | d_loss: 1.2205 | g_loss: 0.6755
Epoch [   10/   10] | d_loss: 1.1751 | g_loss: 0.6878
Epoch [   10/   10] | d_loss: 1.1431 | g_loss: 0.6931
Epoch [   10/   10] | d_loss: 1.2015 | g_loss: 0.6769
Epoch [   10/   10] | d_loss: 1.2003 | g_loss: 0.6930
Epoch [   10/   10] | d_loss: 1.1974 | g_loss: 0.6637
Epoch [   10/   10] | d_loss: 1.2941 | g_loss: 0.6826
Epoch [   10/   10] | d_loss: 1.1591 | g_loss: 0.6758
Epoch [   10/   10] | d_loss: 1.3196 | g_loss: 0.6815
Epoch [   10/   10] | d_loss: 1.1959 | g_loss: 0.6931
Epoch [   10/   10] | d_loss: 1.1962 | g_loss: 0.6931

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

In [143]:
fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()
Out[143]:
<matplotlib.legend.Legend at 0x7fa6ad26d0f0>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

In [144]:
# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))
In [145]:
# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)
In [146]:
_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

  • The dataset is biased; it is made of "celebrity" faces that are mostly white
  • Model size; larger models have the opportunity to learn more features in a data feature space
  • Optimization strategy; optimizers and number of epochs affect your final result

Answer: As the dataset is biased, I can see generated faces are mostly white though there are some brown faces but no black face which is because of biasness of dataset.

I have mostly followed the classroom notebook from DCGAN; tried different hyperparameters(batch_size,lr,d_conv_dim,g_conv_dim,beta1,epoch...) but wasn't seeing much changes.I have tried hyperparameters from https://www.kaggle.com/subhagatoadak/face-genertion-gan-udacity but the change was not significant.As I have mostly ran for 5 to 10 epochs for every combinations and I saw there was a possibility to reduce d_loss and increase g_loss, so I think increasing epoch can inprove the output. A reduction in batch_size(suggested by mentor in knowledge section)showed tiny improvement and also incresing d_conv_dim and g_conv_dim showed some changes but nothing significant.For Optimization I followed DCGAN lesson notebook.

So in concluding note I would say It's good to see my model generating faces but there are lot of areas to improve.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.